What happens if a bitcoin transaction exceeds the block limit?

Could you explain what occurs when a Bitcoin transaction exceeds the block limit? Does this mean the transaction won't go through, or is there some form of penalty or fee associated with it? Additionally, how does this affect the speed and efficiency of the Bitcoin network as a whole? Lastly, are there any measures in place to prevent this from happening in the future?